AI & Agents MCP Servers for DeepSeek Harness

Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.

LLM Orchestration Agent (Langchain Anthropic)

LLM Orchestration Agent (Langchain Core)

LLM Orchestration Agent (Langchain Openai)

LLM Orchestration Agent (Langgraph)

LLM Orchestration Agent (Openai)

LLM Orchestration Agent (Opentelemetry Api)

LLM Orchestration Agent (Opentelemetry Instrumentation Fastapi)

Generate tailored quality criteria and scoring guides from your task descriptions. Refine objectiv…

Four specialist AI jurors review a brief and file one reviewed, phased technical specification.

Web search, point-in-time crypto market data, verified strategy track records and 160+ agent tools.

Diagnoses whether an MCP server is reachable, by live HTTP probe.

Public record of one read only walk over the official MCP registry: who answered, tools, who pays.

Operation-level risk guidance for consolidated MCP tools, including schema drift and retry signals.

Benchmark MCP tool selection with metadata-only routing, collision, abstention, and holdout checks.

Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

Server-enforced workflow discipline for AI agents: work items, dependency graphs, quality gates

Live operational + integration registry for Bittensor subnets: APIs, schemas, health.

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion f

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

Spot market for AI inference tokens. Buyers pay per draw in USDC on Base; sellers host delivery.